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Towards Scalable Bayesian Learning of Causal DAGs


Sep 30, 2020
Jussi Viinikka, Antti Hyttinen, Johan Pensar, Mikko Koivisto


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Identifying Causal Effects via Context-specific Independence Relations


Sep 21, 2020
Santtu Tikka, Antti Hyttinen, Juha Karvanen

* Appeared at 33rd Conference on Neural Information Processing Systems (NeurIPS 2019), Vancouver, Canada 

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Causal Effect Identification from Multiple Incomplete Data Sources: A General Search-based Approach


Feb 28, 2019
Santtu Tikka, Antti Hyttinen, Juha Karvanen

* 32 pages, 11 figures 

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Causal Discovery from Subsampled Time Series Data by Constraint Optimization


Jul 13, 2016
Antti Hyttinen, Sergey Plis, Matti Järvisalo, Frederick Eberhardt, David Danks

* International Conference on Probabilistic Graphical Models, PGM 2016 

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Discovering Cyclic Causal Models with Latent Variables: A General SAT-Based Procedure


Sep 26, 2013
Antti Hyttinen, Patrik O. Hoyer, Frederick Eberhardt, Matti Jarvisalo

* Appears in Proceedings of the Twenty-Ninth Conference on Uncertainty in Artificial Intelligence (UAI2013) 

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Causal Discovery of Linear Cyclic Models from Multiple Experimental Data Sets with Overlapping Variables


Oct 16, 2012
Antti Hyttinen, Frederick Eberhardt, Patrik O. Hoyer

* Appears in Proceedings of the Twenty-Eighth Conference on Uncertainty in Artificial Intelligence (UAI2012) 

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Bayesian Discovery of Linear Acyclic Causal Models


May 09, 2012
Patrik O. Hoyer, Antti Hyttinen

* Appears in Proceedings of the Twenty-Fifth Conference on Uncertainty in Artificial Intelligence (UAI2009) 

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Noisy-OR Models with Latent Confounding


Feb 14, 2012
Antti Hyttinen, Frederick Eberhardt, Patrik O. Hoyer


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